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大数据智能

删除2,364字节2017年1月26日 (四) 15:53
== 机器感知 ==
机器感知(Machine Perception),如语音,图像,视频,手势,姿态等 以下重点讨论'''基于深度学习的机器感知'''机器感知(Machine Perception),如语音,图像,视频,手势,姿态等
=== 语音识别 ===
语音识别(Automatic Speech Recognition),简称ASR 传统方法综述 :#Karpagavalli, S., and E. Chandra. "A Review on Automatic Speech Recognition Architecture and Approaches." International Journal of Signal Processing, Image Processing and Pattern Recognition 9, no. 4 (2016): 393-404. 基本工具 *: Long short term memory neural network (LSTM):# Long short term memory neural computation, Neural computation 9 (8), 1735-1780, 1997. [http://ieeexplore.ieee.org/document/6795963 LSTM] *: Connectionist temporal classification (CTC):# Connectionist temporal classification: labelling unsegmented sequence data with recurrent neural networks, ICML 2006. *: Gated Recursive Unit (GRU):# On the Properties of Neural Machine Translation: Encoder-Decoder Approaches, SSST-8, 2014. [http://www.cs.toronto.edu/~graves/ Alex Graves语音识别],DeepMind研究员,语音识别多项技术开创者。 :# Towards End-To-End ],Automatic Speech Recognition with Recurrent Neural Networks, ICML 2014.:# Speech recognition with deep recurrent neural networks, 2013.:# Hybrid speech recognition with deep bidirectional LSTM, ASRU 2013.:# Connectionist temporal classification: labelling unsegmented sequence data with recurrent neural networks, ICML 2006. Google Speech :# Google Speech Processing from Mobile to Farfield, CHiME 2016. [http://spandh.dcs.shef.ac.uk/chime_workshop/presentations/CHiME_2016_Bacchiani_keynote.pdf Google_Speech_Processing]Recognition,简称ASR
=== 计算机视觉 ===
计算机视觉(Computer Vision),简称 CV Object Detection [http://www.rossgirshick.info/ Ross Girshick[计算机视觉]],FAIR研究员,R-CNN算法的开创者。 :<B>R-CNN (Region-based Convolutional Network method)</B>::#Region based convolutional networks for accurate object detection and segmentation, TPAMI, 2015.::#Rich feature hierarchies for accurate object detection and semantic segmentation, CVPR 2014. :<B>Fast R-CNN (Fast Region-based Convolutional Network method)</B>::#Fast R-CNN, ICCV 2015. :<B>Faster R-CNN (Faster Region-based Convolutional Network method)</B>::#Faster R-CNN Towards real-time object detection with region proposal networks, NIPS, 2015. ::• R-CNN(Matlab): https://github.com/rbgirshick/rcnn ::• Fast_R-CNN(Python): https://github.com/rbgirshick/fast-rcnn ::• Faster_R-CNN(Matlab): https://github.com/ShaoqingRen/faster_rcnn ::• Faster_R-CNN(Python): https://github.com/rbgirshick/py-faster-rcnn,Computer Vision,简称CV
== 机器认知 ==
'''技术手段:'''
深度学习(Deep Learning)+ 增强学习(Reinforcement Learning)
 
== 前沿应用进展 ==
=== 自然语言理解 ===
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